{"id":"W2095760994","doi":"10.1109/icmens.2005.96","title":"Optimizing Inhalable Nanoparticles","year":2006,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nanoparticle; Citric acid; Particle (ecology); Particle size; Sodium carbonate; Chemical engineering; Nanotechnology; Chemistry; Carrier system; Materials science; Sodium; Organic chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005826713,0.00004871075,0.00007824239,0.00004601645,0.00004975201,0.00001178578,0.00001709459,0.00003179158,0.0008662776],"category_scores_gemma":[0.000007021573,0.00003614077,0.00003441332,0.00009289888,0.00002340184,0.00005185266,0.000009915552,0.00004286034,0.0003958602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001710508,"about_ca_system_score_gemma":0.00002668597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003014557,"about_ca_topic_score_gemma":0.000004926512,"domain_scores_codex":[0.9995701,0.000008541125,0.0001184163,0.00008645115,0.00009972083,0.0001168222],"domain_scores_gemma":[0.9997911,0.000009634565,0.00001637904,0.00009588199,0.00004647703,0.00004051044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006776599,0.0003028924,0.01391867,0.00004326054,0.00002210059,0.0001271509,0.00009658436,0.0007836053,0.929187,0.01006705,0.04254158,0.002842344],"study_design_scores_gemma":[0.00131916,0.00007079855,0.003704355,0.00002753972,0.00003099715,0.00006017629,0.0001509045,0.002937938,0.9402493,0.00007892092,0.05123377,0.000136177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921476,0.0001365195,0.0002159577,0.0004970402,0.00005514195,0.00007111371,2.406909e-7,0.0001086182,0.2067678],"genre_scores_gemma":[0.9730929,0.000002076012,0.003280869,0.001052277,0.0001212662,0.000002822509,0.000003317285,0.000007401121,0.02243709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1843307,"threshold_uncertainty_score":0.9485132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133673369473666,"score_gpt":0.2435123522158943,"score_spread":0.2301450152685277,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}